Robustness Evaluation

Variational Encoder-based Reliable Classification

Authors: Chitresh Bhushan, Zhaoyuan Yang, Nurali Virani, Naresh Iyer | Published: 2020-02-19 | Updated: 2020-10-17
Training Method
Robustness Evaluation
Adversarial Attack Detection
2020.02.19 2025.05.28
Literature Database

Randomized Smoothing of All Shapes and Sizes

Authors: Greg Yang, Tony Duan, J. Edward Hu, Hadi Salman, Ilya Razenshteyn, Jerry Li | Published: 2020-02-19 | Updated: 2020-07-23
Training Method
Robustness Evaluation
Definition of Mathematical Concepts
2020.02.19 2025.05.28
Literature Database

Action-Manipulation Attacks Against Stochastic Bandits: Attacks and Defense

Authors: Guanlin Liu, Lifeng lai | Published: 2020-02-19 | Updated: 2020-02-21
Robustness Evaluation
Toxicity of Rewards
Behavior Manipulation Attack
2020.02.19 2025.05.28
Literature Database

Regularized Training and Tight Certification for Randomized Smoothed Classifier with Provable Robustness

Authors: Huijie Feng, Chunpeng Wu, Guoyang Chen, Weifeng Zhang, Yang Ning | Published: 2020-02-17
Training Method
Robustness Evaluation
Efficient Proof System
2020.02.17 2025.05.28
Literature Database

Scalable Quantitative Verification For Deep Neural Networks

Authors: Teodora Baluta, Zheng Leong Chua, Kuldeep S. Meel, Prateek Saxena | Published: 2020-02-17 | Updated: 2021-03-23
Robustness Evaluation
Efficient Proof System
Adversarial Example
2020.02.17 2025.05.28
Literature Database

Adversarial Distributional Training for Robust Deep Learning

Authors: Yinpeng Dong, Zhijie Deng, Tianyu Pang, Hang Su, Jun Zhu | Published: 2020-02-14 | Updated: 2020-11-19
Training Method
Robustness Evaluation
Loss Function
2020.02.14 2025.05.28
Literature Database

CEB Improves Model Robustness

Authors: Ian Fischer, Alexander A. Alemi | Published: 2020-02-13
Poisoning
Model Selection Method
Robustness Evaluation
2020.02.13 2025.05.28
Literature Database

More Data Can Expand the Generalization Gap Between Adversarially Robust and Standard Models

Authors: Lin Chen, Yifei Min, Mingrui Zhang, Amin Karbasi | Published: 2020-02-11 | Updated: 2020-08-15
Robustness Evaluation
Adversarial Example
Adversarial Training
2020.02.11 2025.05.28
Literature Database

Fundamental Tradeoffs between Invariance and Sensitivity to Adversarial Perturbations

Authors: Florian Tramèr, Jens Behrmann, Nicholas Carlini, Nicolas Papernot, Jörn-Henrik Jacobsen | Published: 2020-02-11 | Updated: 2020-08-04
Robustness Evaluation
Adversarial Example
Adversarial attack
2020.02.11 2025.05.28
Literature Database

Robustness of Bayesian Neural Networks to Gradient-Based Attacks

Authors: Ginevra Carbone, Matthew Wicker, Luca Laurenti, Andrea Patane, Luca Bortolussi, Guido Sanguinetti | Published: 2020-02-11 | Updated: 2020-06-24
Robustness Evaluation
Robustness Improvement Method
Adversarial attack
2020.02.11 2025.05.28
Literature Database
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